{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prior Correlation Diagrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import argparse\n",
    "import os, sys\n",
    "import time\n",
    "import tabulate\n",
    "\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import torchvision\n",
    "import numpy as np\n",
    "import tqdm\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from swag import data, models, utils, losses\n",
    "from swag.posteriors import SWAG\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You are going to run models on the test set. Are you sure?\n"
     ]
    }
   ],
   "source": [
    "model_cfg = getattr(models, \"LeNet5\")\n",
    "\n",
    "loaders, num_classes = data.loaders(\n",
    "    \"MNIST\",\n",
    "    \"~/datasets/\",\n",
    "    10000,\n",
    "    4,\n",
    "    model_cfg.transform_train,\n",
    "    model_cfg.transform_test,\n",
    "    use_validation=False,\n",
    "    split_classes=None,\n",
    "    shuffle_train=False\n",
    ")\n",
    "loader = loaders[\"test\"]\n",
    "\n",
    "model = model_cfg.base(*model_cfg.args, num_classes=num_classes, **model_cfg.kwargs)\n",
    "model.cuda();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def resample(model, sigma=1):\n",
    "    for p in model.parameters():\n",
    "        p.copy_(torch.randn_like(p) * sigma)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "for x, y in loader:\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = np.zeros_like(y).astype(bool)\n",
    "classes = [0,1,2,4,7]\n",
    "perclass = 200\n",
    "\n",
    "for cls in classes:\n",
    "    mask_cls = np.where(y == cls)[0]\n",
    "    mask[mask_cls[:perclass]] = True\n",
    "\n",
    "x = x[mask].cuda()\n",
    "y = y[mask]\n",
    "\n",
    "idx = np.argsort(y)\n",
    "x = x[idx]\n",
    "y = y[idx]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction\n",
    "\n",
    "Prior variance: `sigma**2`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_outputs = []\n",
    "sigma = 1e-1\n",
    "\n",
    "with torch.no_grad():\n",
    "    for i in range(100):\n",
    "        resample(model, sigma=sigma)\n",
    "        outputs = model(x).data.cpu().numpy()[:, :, None]\n",
    "        all_outputs.append(outputs)\n",
    "    all_outputs = np.dstack(all_outputs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing Correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_outputs_mean = all_outputs.mean(axis=-1)\n",
    "all_outputs_zeromean = (all_outputs - all_outputs_mean[:, :, None])\n",
    "all_outputs_cov = np.einsum('ncs,mcs->nmc', all_outputs_zeromean, all_outputs_zeromean)\n",
    "all_outputs_vars = np.einsum('ncs,ncs->nc', all_outputs_zeromean, all_outputs_zeromean)\n",
    "all_outputs_sqrt = np.sqrt(all_outputs_vars)\n",
    "all_outputs_corr = all_outputs_cov / all_outputs_sqrt[:, None] / all_outputs_sqrt[None, :]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"white\")\n",
    "plt.imshow(all_outputs_corr[:, :, 2], cmap='coolwarm')\n",
    "plt.colorbar()\n",
    "plt.xticks([int((i+0.5) * perclass) for i, _ in enumerate(classes)],\n",
    "           [str(cls) for cls in classes], fontsize=14\n",
    "          )\n",
    "plt.yticks([int((i+0.5) * perclass) for i, _ in enumerate(classes)],\n",
    "           [str(cls) for cls in classes], fontsize=14\n",
    "          )\n",
    "plt.ylim(len(y), 0)\n",
    "\n",
    "\n",
    "ns = np.cumsum([(y == i).sum() for i in classes])\n",
    "\n",
    "for n in ns:\n",
    "    plt.plot([0, len(y)], [n, n], \"--k\")\n",
    "for n in ns:\n",
    "    plt.plot([n, n], [0, len(y)], \"--k\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savez(\"prior_corrs1e-1\",\n",
    "         all_outputs_corr=all_outputs_corr,\n",
    "         classes=classes,\n",
    "         perclass=perclass,\n",
    "         y=y,\n",
    "        )"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py37",
   "language": "python",
   "name": "py37"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
